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Modern Data Architectures with Python

You're reading from  Modern Data Architectures with Python

Product type Book
Published in Sep 2023
Publisher Packt
ISBN-13 9781801070492
Pages 318 pages
Edition 1st Edition
Languages
Author (1):
Brian Lipp Brian Lipp
Profile icon Brian Lipp

Table of Contents (19) Chapters

Preface Part 1:Fundamental Data Knowledge
Chapter 1: Modern Data Processing Architecture Chapter 2: Understanding Data Analytics Part 2: Data Engineering Toolset
Chapter 3: Apache Spark Deep Dive Chapter 4: Batch and Stream Data Processing Using PySpark Chapter 5: Streaming Data with Kafka Part 3:Modernizing the Data Platform
Chapter 6: MLOps Chapter 7: Data and Information Visualization Chapter 8: Integrating Continous Integration into Your Workflow Chapter 9: Orchestrating Your Data Workflows Part 4:Hands-on Project
Chapter 10: Data Governance Chapter 11: Building out the Groundwork Chapter 12: Completing Our Project Index Other Books You May Enjoy

Summary

We have climbed through many techniques for our data platform. Let’s take some time to review those ideas as we close this chapter. We discussed the ins and outs of data governance basics. We transitioned into data catalogs and the importance of having a metadata catalog. With data catalogs, we also discussed data lineage or the evolutionary path of each column in our data. We next covered basic security in a Databricks platform using grants. We then tackled data quality and testing for quality using the Great Expectations Python package. Data quality is a complex topic, and this approach addresses one direction. Other directions include allowing users to report errors or using complex AI systems. Finally, we delved into Databricks Unity Catalog, an enhanced Hive metastore-based product offering metastore capability across many workspaces, among many other growing features.

We have yet to cover all the theory chapters and will look at a comprehensive lab across two...

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